Unwanted edge outside of the geometry
You have to go into Edit Mode, to be able to delete geometry. 

Then, click the selection-box with a line. (Directly below the yellow highlighted line). 

After that, you can select the line you dont want and press the "X" key, and select "Edges" in order to delete the unwanted edge.